{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,6]],"date-time":"2026-06-06T07:00:05Z","timestamp":1780729205276,"version":"3.54.1"},"publisher-location":"Cham","reference-count":12,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032279965","type":"print"},{"value":"9783032279972","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-27997-2_18","type":"book-chapter","created":{"date-parts":[[2026,6,6]],"date-time":"2026-06-06T06:11:02Z","timestamp":1780726262000},"page":"158-166","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["PerSpect: An Interactive Tool for\u00a0Performance Pattern Mining"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-9196-4258","authenticated-orcid":false,"given":"Moritz","family":"Schlegelmilch","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-1305-816X","authenticated-orcid":false,"given":"Piotr","family":"Zaniewski","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-3428-2049","authenticated-orcid":false,"given":"Volodymyr","family":"Diemieniev","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jasper","family":"Saathoff","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3011-9999","authenticated-orcid":false,"given":"Tsung-Hao","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9394-6513","authenticated-orcid":false,"given":"Gyunam","family":"Park","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,6,7]]},"reference":[{"key":"18_CR1","doi-asserted-by":"publisher","unstructured":"van der Aalst, W.M.P.: Process Mining - Data Science in Action. 2nd edn. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-662-49851-4","DOI":"10.1007\/978-3-662-49851-4"},{"key":"18_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1007\/978-3-031-61057-8_4","volume-title":"Advanced Information Systems Engineering - 36th International Conference - CAiSE 2024","author":"R Cai","year":"2024","unstructured":"Cai, R., Zheng, C., Wang, J., Li, D., Wang, C., Li, B.: Reinforcement learning-based streaming process discovery under concept drift. In: Guizzardi, G., Santoro, F.M., Mouratidis, H., Soffer, P. (eds.) CAiSE 2024. LNCS, vol. 14663, pp. 55\u201370. Springer, Cham (2024). https:\/\/doi.org\/10.1007\/978-3-031-61057-8_4"},{"key":"18_CR3","unstructured":"Celonis SE: Performance Spectrum (2026). https:\/\/docs.celonis.com\/en\/performance-spectrum.html. Accessed 09 Apr 2026"},{"key":"18_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1007\/978-3-319-98648-7_9","volume-title":"Business Process Management","author":"V Denisov","year":"2018","unstructured":"Denisov, V., Fahland, D., van der Aalst, W.M.P.: Unbiased, fine-grained description of processes performance from event data. In: Weske, M., Montali, M., Weber, I., vom Brocke, J. (eds.) BPM 2018. LNCS, vol. 11080, pp. 139\u2013157. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-98648-7_9"},{"key":"18_CR5","unstructured":"Ester, M., Kriegel, H.P., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: Proceedings of the Second International Conference on Knowledge Discovery and Data Mining. KDD\u201996, pp. 226\u2013231. AAAI Press (1996). https:\/\/cdn.aaai.org\/KDD\/1996\/KDD96-037.pdf"},{"key":"18_CR6","unstructured":"G\u00fcnther, C.W., Rozinat, A.: Disco: discover your processes. In: Lohmann, N., Moser, S. (eds.) Proceedings of the Demonstration Track of the 10th International Conference on Business Process Management (BPM 2012), Tallinn, Estonia, 4 September 2012, pp. 40\u201344. CEUR Workshop Proceedings, CEUR-WS.org (2012). https:\/\/ceur-ws.org\/Vol-940\/paper8.pdf"},{"key":"18_CR7","doi-asserted-by":"publisher","unstructured":"Kraus, A., van\u00a0der Aa, H.: Machine learning-based detection of concept drift in business processes. Process Sci. 2(1) (2025). https:\/\/doi.org\/10.1007\/S44311-025-00012-W","DOI":"10.1007\/S44311-025-00012-W"},{"key":"18_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1007\/978-3-031-94569-4_12","volume-title":"Advanced Information Systems Engineering - 37th International Conference - CAiSE 2025","author":"A Kraus","year":"2025","unstructured":"Kraus, A., Elyasi, K.A., van der Aa, H.: On the use of steady-state detection for process mining: Achieving more accurate insights. In: Krogstie, J., Rinderle-Ma, S., Kappel, G., Proper, H.A. (eds.) CAiSE 2025. LNCS, vol. 15701, pp. 204\u2013220. Springer, Cham (2025). https:\/\/doi.org\/10.1007\/978-3-031-94569-4_12"},{"key":"18_CR9","doi-asserted-by":"publisher","unstructured":"de Leoni, M.M., Mannhardt, F.: Road traffic fine management process (2015). https:\/\/doi.org\/10.4121\/UUID:270FD440-1057-4FB9-89A9-B699B47990F5","DOI":"10.4121\/UUID:270FD440-1057-4FB9-89A9-B699B47990F5"},{"key":"18_CR10","doi-asserted-by":"publisher","unstructured":"Martin, N., Swennen, M., Depaire, B., Jans, M., Caris, A., Vanhoof, K.: Retrieving batch organisation of work insights from event logs. Decis. Support Syst. 100, 119\u2013128 (2017). https:\/\/doi.org\/10.1016\/j.dss.2017.02.012, Smart Business Process Management","DOI":"10.1016\/j.dss.2017.02.012"},{"key":"18_CR11","unstructured":"Verbeek, E., Buijs, J.C.A.M., van Dongen, B.F., van\u00a0der Aalst, W.M.P.: ProM 6: the process mining toolkit. In: Rosa, M.L. (ed.) Proceedings of the Business Process Management 2010 Demonstration Track, Hoboken, NJ, USA, 14\u201316 September 2010. CEUR Workshop Proceedings, CEUR-WS.org (2010). https:\/\/ceur-ws.org\/Vol-615\/paper13.pdf"},{"key":"18_CR12","unstructured":"Verbeek, E., Buijs, J.C.A.M., van Dongen, B.F., van\u00a0der Aalst, W.M.P.: XES Tools. In: Soffer, P., Proper, E. (eds.) Proceedings of the CAiSE Forum 2010, Hammamet, Tunisia, 9\u201311June 2010. CEUR Workshop Proceedings, CEUR-WS.org (2010). https:\/\/ceur-ws.org\/Vol-592\/PaperDemo07.pdf"}],"container-title":["Lecture Notes in Business Information Processing","Intelligent Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-27997-2_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,6]],"date-time":"2026-06-06T06:11:05Z","timestamp":1780726265000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-27997-2_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032279965","9783032279972"],"references-count":12,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-27997-2_18","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"value":"1865-1348","type":"print"},{"value":"1865-1356","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"7 June 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CAiSE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Advanced Information Systems Engineering","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Verona","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 June 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 June 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"38","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"caise2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/caise26.polimi.it\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}